{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "205909dd",
   "metadata": {},
   "source": [
    "#  第四讲 小世界网络【实践】一"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99a09815",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python3\n",
    "# -*- coding: utf-8 -*-\n",
    "# Author ： 单哥的科研日常\n",
    "# 关注B站和公众号：单哥的科研日常，获取更多讲解教程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9846f2db",
   "metadata": {},
   "source": [
    "### 实验环境：\n",
    "### Python版本==3.9.6, networkx==3.0, matplotlib==3.5.3, numpy==1.24.2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baadd879",
   "metadata": {},
   "source": [
    "## 1、K-近邻规则网络的生成与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1752884b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入库\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "49535329",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自己写一个规则网络的生成算法\n",
    "def regular_graph(n, k):\n",
    "    G = nx.Graph()\n",
    "    nodes = list(range(n))  # 节点标签设置为0到n-1\n",
    "    # 每个节点与周围k/2个邻近节点相连\n",
    "    for j in range(1, k // 2 + 1):   # //是取整除 - 返回商的整数部分（向下取整）\n",
    "        targets = nodes[j:] + nodes[0:j] \n",
    "        G.add_edges_from(zip(nodes, targets))\n",
    "    return G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d5a64782",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 6), (2, 7), (3, 8), (4, 9)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# zip函数的作用\n",
    "a = [1,2,3,4]\n",
    "b = [6,7,8,9]\n",
    "list(zip(a,b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "682c410a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 20 # 网络节点总数\n",
    "k = 4 # 近邻节点数\n",
    "color_list = ['red','gray']\n",
    "\n",
    "G = regular_graph(n, k)\n",
    "pos = nx.circular_layout(G)\n",
    "nx.draw(G, pos, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"K-regular\", fontsize=20)\n",
    "plt.savefig(\"K-regular.png\", dpi=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342ceaa0",
   "metadata": {},
   "source": [
    "## 2、WS小世界网络的生成与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a13d41a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "# 绘制规则网络\n",
    "p = 0\n",
    "G1 = nx.watts_strogatz_graph(n, k, p)\n",
    "plt.subplot(131)\n",
    "pos1 = nx.circular_layout(G1)\n",
    "nx.draw(G1, pos1, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"regular\", fontsize=20)\n",
    "\n",
    "# 绘制WS小世界\n",
    "p=0.2\n",
    "G2 = nx.watts_strogatz_graph(n, k, p)\n",
    "plt.subplot(132)\n",
    "pos2 = nx.circular_layout(G2)\n",
    "nx.draw(G2, pos2, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"small-world\", fontsize=20)\n",
    "\n",
    "\n",
    "#绘制随机网络\n",
    "p=1.0\n",
    "G3 = nx.watts_strogatz_graph(n, k, p)\n",
    "plt.subplot(133)\n",
    "pos3 = nx.circular_layout(G3)\n",
    "nx.draw(G3, pos3, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"random\", fontsize=20)\n",
    "plt.savefig(\"WS.png\", dpi=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac235912",
   "metadata": {},
   "source": [
    "## 3、NW小世界网络的生成与可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8123418f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "# 绘制规则网络\n",
    "p = 0\n",
    "G1 = nx.watts_strogatz_graph(n, k, p)\n",
    "plt.subplot(131)\n",
    "pos1 = nx.circular_layout(G1)\n",
    "nx.draw(G1, pos1, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"regular\", fontsize=20)\n",
    "\n",
    "# 绘制NW小世界\n",
    "p=0.2\n",
    "G2 = nx.newman_watts_strogatz_graph(n, k, p)\n",
    "plt.subplot(132)\n",
    "pos2 = nx.circular_layout(G2)\n",
    "nx.draw(G2, pos2, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"small-world\", fontsize=20)\n",
    "\n",
    "\n",
    "#绘制完全网络：加边概率为1\n",
    "G3 = nx.complete_graph(n)\n",
    "plt.subplot(133)\n",
    "pos3 = nx.circular_layout(G3)\n",
    "nx.draw(G3, pos3, node_size=100, node_color=color_list[0], edge_color=color_list[1])\n",
    "plt.title(\"complete\", fontsize=20)\n",
    "plt.savefig(\"NW.png\", dpi=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ec9b78d",
   "metadata": {},
   "source": [
    "## 4、WS小世界网络的度分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b6c56067",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d030b3dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义求度分布的函数\n",
    "def get_pdf(G, k):\n",
    "    N = len(G.nodes())\n",
    "    \n",
    "    Pk = []\n",
    "    for ki in k:\n",
    "        c = 0\n",
    "        for i in G.nodes():\n",
    "            if G.degree(i) == ki:  \n",
    "                c += 1     \n",
    "        Pk.append(c/N)  \n",
    "    \n",
    "    return Pk\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "89e983b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 以N＝1000，K＝6的WS模型的数值模拟结果为例\n",
    "N = 1000\n",
    "K = 6\n",
    "samples = 100  # 统计平均次数\n",
    "p_rew = [0.1,0.2,0.4,0.6,1.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "56a1f5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "symbols = [\"ro-\",\"bs-\",\"g*-\",\"yv-\",\"k^-\"]\n",
    "# 为了便于统计平均，指定区间[1,16]\n",
    "kmin, kmax = 1, 16\n",
    "x = list(range(kmin, kmax+1))\n",
    "c = 0\n",
    "for p in p_rew:\n",
    "    s = np.zeros(kmax-kmin+1)\n",
    "    for i in range(samples):\n",
    "        G = nx.watts_strogatz_graph(N, K, p)\n",
    "        y = get_pdf(G, x)\n",
    "        s += np.array(y)\n",
    "\n",
    "    \n",
    "    s = list(s)\n",
    "    # 剔除概率为零的点：这里也可以用numpy的函数直接剔除更方便一些\n",
    "    new_x = []\n",
    "    new_y = []\n",
    "    for i in range(len(x)):\n",
    "        if s[i] != 0:\n",
    "            new_x.append(x[i])\n",
    "            new_y.append(s[i])\n",
    "            \n",
    "    plt.plot(new_x, np.array(new_y)/samples, symbols[c], label='$p_{rew} = $'+str(p))\n",
    "    c += 1\n",
    "\n",
    "plt.legend(loc=0, fontsize=14)\n",
    "plt.xlabel(\"$k$\")\n",
    "plt.ylabel(\"$p_k$\")\n",
    "plt.yscale(\"log\")\n",
    "plt.xlim([kmin, kmax])\n",
    "plt.savefig(\"pdf_WS.png\", dpi=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a54ee801",
   "metadata": {},
   "source": [
    "## 5、NW小世界网络的度分布（略，可以自己尝试一下）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89c49cb4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
